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@spboyer
spboyer / gist-references-recipes.md
Created February 1, 2026 13:01
Agent Skills: References, Recipes & Token Loading Behavior - Best practices documentation

Agent Skills: References, Recipes & Token Loading Behavior

Overview

This document captures learnings about how Agent Skills handle references/, recipes/, and services/ folders, including token budget implications and best practices based on the AgentSkills.io specification and GitHub Copilot implementation behavior.

Progressive Disclosure Model

Agent Skills use a three-tier loading model to efficiently manage LLM context windows:

LLM Wiki

A pattern for building personal knowledge bases using LLMs.

This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.

The core idea

Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.

@Sigmachan
Sigmachan / overleaf_download.sh
Created April 26, 2026 14:12 — forked from nukhes/overleaf_download.sh
Download all projects on overleaf all at once. #python
#!/bin/bash
now=`date +"%Y-%m-%d"`
directory=~/Documents//Overleaf/backup
outputTmpDirectory=$directory/tmp.zip
outputDirectory=$directory/$backup.zip
# To get the cookie
cookie=`python - << EOF
import re
# pip install mechanize
@nukhes
nukhes / overleaf_download.sh
Created September 20, 2025 21:24 — forked from MohamedElashri/overleaf_download.sh
Download all projects on overleaf all at once. #python
#!/bin/bash
now=`date +"%Y-%m-%d"`
directory=~/Documents//Overleaf/backup
outputTmpDirectory=$directory/tmp.zip
outputDirectory=$directory/$backup.zip
# To get the cookie
cookie=`python - << EOF
import re
# pip install mechanize
@ih2502mk
ih2502mk / list.md
Last active April 26, 2026 14:06
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